Claims

Two distinct group deliberation patterns emerge in response to regulation triggers: the Plan and Implementation Approach (PIA) and the Trials and Failure Approach (TFA)

Claim · All claims
Evidence · 1 study · causal r1 · q2
Currency · newest study 2024 · not yet checked against its sources · not reviewed by a person

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q2 i? Cluster analysis of 42 deliberation sequences identified two types: Type 1 (PIA, 15 sequences) with balanced cognitive, metacognitive and task-execution interactions, and Type 2 (TFA, 27 sequences) with higher metacognitive engagement. → Belle Dang 2024

Evidence

Belle Dang 2024

Belle Dang, Andy Nguyen and Sanna Järvelä. (2024). Deliberative Interactions for Socially Shared Regulation in Collaborative Learning: An AI-Driven Learning Analytics Study. Journal of Learning Analytics, 11(3). https://doi.org/10.18608/jla.2024.8393

q2 · i? · causal · r1

Agglomerative hierarchical clustering of 42 three-minute deliberation sequences (from 1,894 coded utterances) revealed two cluster types. Type 1 (PIA) contained 15 sequences and Type 2 (TFA) 27 sequences, with "Type 1 consists of 15 sequences and Type 2 consists of 27 sequences."

"The optimal clustering results generated from Layer 2 reveal two types of deliberative characteristics. Figure 3(a) illustrates the AHC results of a hierarchical tree cluster of deliberation sequences. Type 1 consists of 15 sequences and Type 2 consists of 27 sequences."

Discussion

Page metadata
Field Value
type claim
id pia-tfa-deliberation-patterns-ssrl
title Two distinct group deliberation patterns emerge in response to regulation triggers: the Plan and Implementation Approach (PIA) and the Trials and Failure Approach (TFA)
description Two distinct group deliberation patterns emerge in response to regulation triggers: the Plan and Implementation Approach (PIA) and the Trials and Failure Approach (TFA)
status review
evidence_strength moderate
newest_evidence 2024
generated by process:wiki-ingest on 2026-10-08
trust unverified — no one has confirmed this page's content
sources 1 — belle-dang-2024

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